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Software setup

  • Setting Up Programming Environment

Lesson episodes

  • Introduction to Machine Learning
  • Fundamentals of Machine Learning
  • Scientific Data for Machine Learning
  • Data Preparation for Machine Learning
  • Supervised Learning (I): Classification
  • Supervised Learning (II): Regression
  • Unsupervised Learning (I): Clustering
  • Unsupervised Learning (II): Dimensionality Reduction

Reference

  • Quick Reference
  • Instructor’s guide

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